This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

**Figure 13.**- *Other* rockfish (non-pelagic and non-yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 14.**- *Other* rockfish (non-pelagic and non-yelloweye) releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



Total Biomass Removal Estimates

**Figure 15.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 16.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 17.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 18.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 19.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 20.**- Residuals from logbook harvests.

Figure 20.- Residuals from logbook harvests.


SWHS residuals

**Figure 21.**- Residuals from SWHS harvests.

Figure 21.- Residuals from SWHS harvests.



**Figure 22.**- Residual of SWHS releases.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 23.**- Mean percent of harvest by charter anglers.

Figure 23.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 24.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 25.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 26.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 27.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 28.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 29.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 30.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 31.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 32.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 33.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 35.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 36.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 37.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 41.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.3639847

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.15 while 0.85 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

13

1

1

0.259

0.232

0.080

0.556

1.043

0.127

0.213

NSEI

p_pelagic

13

1

2

0.102

0.083

0.026

0.273

1.045

0.066

0.287

NSEI

p_yellow

13

1

1

0.504

0.438

0.140

0.990

1.053

0.259

0.255

NSEI

p_yellow

13

1

2

0.506

0.441

0.140

0.990

1.060

0.261

0.249

NSEI

p_pelagic

13

10

1

0.282

0.265

0.094

0.558

1.043

0.123

0.139

NSEI

p_pelagic

13

10

2

0.114

0.098

0.031

0.293

1.032

0.069

0.233

NSEI

p_yellow

13

10

1

0.499

0.427

0.135

0.989

1.064

0.262

0.275

NSEI

p_yellow

13

10

2

0.507

0.438

0.142

0.989

1.062

0.259

0.266

NSEI

p_pelagic

13

11

1

0.291

0.273

0.101

0.567

1.016

0.124

0.145

NSEI

p_pelagic

13

11

2

0.117

0.101

0.033

0.293

1.035

0.068

0.236

NSEI

p_yellow

13

11

1

0.499

0.424

0.142

0.989

1.068

0.262

0.286

NSEI

p_yellow

13

11

2

0.505

0.438

0.139

0.991

1.065

0.260

0.258

NSEI

p_pelagic

13

12

1

0.294

0.280

0.104

0.582

1.041

0.125

0.112

NSEI

p_pelagic

13

12

2

0.119

0.103

0.033

0.290

1.029

0.068

0.235

NSEI

p_yellow

13

12

1

0.501

0.427

0.145

0.990

1.057

0.260

0.284

NSEI

p_yellow

13

12

2

0.506

0.438

0.136

0.990

1.063

0.261

0.260

NSEI

p_pelagic

13

13

1

0.298

0.280

0.104

0.568

1.028

0.124

0.145

NSEI

p_pelagic

13

13

2

0.122

0.106

0.034

0.306

1.021

0.071

0.225

NSEI

p_yellow

13

13

1

0.502

0.436

0.139

0.989

1.063

0.260

0.254

NSEI

p_yellow

13

13

2

0.499

0.432

0.131

0.989

1.063

0.265

0.253

NSEI

p_pelagic

13

14

1

0.289

0.274

0.108

0.556

1.024

0.115

0.130

NSEI

p_pelagic

13

14

2

0.123

0.110

0.037

0.281

1.020

0.064

0.204

NSEI

p_yellow

13

14

1

0.498

0.430

0.135

0.989

1.059

0.261

0.260

NSEI

p_yellow

13

14

2

0.500

0.426

0.141

0.991

1.058

0.259

0.285

NSEI

p_pelagic

13

15

1

0.260

0.242

0.096

0.530

1.014

0.110

0.164

NSEI

p_pelagic

13

15

2

0.119

0.106

0.037

0.280

1.016

0.063

0.206

NSEI

p_yellow

13

15

1

0.494

0.420

0.135

0.989

1.065

0.260

0.285

NSEI

p_yellow

13

15

2

0.500

0.430

0.140

0.989

1.058

0.262

0.267

NSEI

p_pelagic

13

16

2

0.130

0.117

0.039

0.291

1.018

0.065

0.199

NSEI

p_yellow

13

16

1

0.503

0.433

0.135

0.990

1.056

0.264

0.265

NSEI

p_yellow

13

16

2

0.502

0.438

0.135

0.991

1.061

0.259

0.247

NSEI

p_pelagic

13

17

1

0.314

0.301

0.131

0.565

1.015

0.113

0.115

NSEI

p_pelagic

13

17

2

0.139

0.126

0.043

0.310

1.016

0.069

0.189

NSEI

p_yellow

13

17

1

0.500

0.431

0.135

0.989

1.055

0.260

0.265

NSEI

p_yellow

13

17

2

0.502

0.430

0.139

0.989

1.055

0.261

0.276

NSEI

p_pelagic

13

18

2

0.144

0.131

0.045

0.316

1.010

0.069

0.188

NSEI

p_yellow

13

18

1

0.498

0.430

0.131

0.990

1.057

0.262

0.260

NSEI

p_yellow

13

18

2

0.505

0.435

0.148

0.989

1.052

0.260

0.269

NSEI

p_pelagic

13

19

1

0.329

0.318

0.140

0.575

1.012

0.113

0.097

NSEI

p_yellow

13

19

1

0.501

0.434

0.140

0.988

1.056

0.261

0.257

NSEI

p_yellow

13

19

2

0.505

0.442

0.137

0.991

1.065

0.261

0.241

NSEI

p_pelagic

13

2

1

0.260

0.235

0.079

0.562

1.040

0.128

0.196

NSEI

p_pelagic

13

2

2

0.104

0.083

0.026

0.287

1.045

0.070

0.302

NSEI

p_yellow

13

2

1

0.499

0.433

0.131

0.990

1.068

0.262

0.252

NSEI

p_yellow

13

2

2

0.508

0.442

0.141

0.990

1.057

0.260

0.253

NSEI

p_yellow

13

20

1

0.501

0.425

0.136

0.990

1.064

0.263

0.289

NSEI

p_yellow

13

20

2

0.510

0.437

0.141

0.989

1.056

0.259

0.282

NSEI

p_yellow

13

21

1

0.503

0.435

0.145

0.990

1.067

0.259

0.263

NSEI

p_yellow

13

21

2

0.502

0.432

0.142

0.991

1.059

0.261

0.268

NSEI

p_yellow

13

22

1

0.500

0.432

0.131

0.989

1.061

0.260

0.262

NSEI

p_yellow

13

22

2

0.498

0.430

0.137

0.990

1.057

0.260

0.262

NSEI

p_yellow

13

23

1

0.470

0.401

0.112

0.987

1.062

0.266

0.259

NSEI

p_yellow

13

23

2

0.549

0.502

0.170

0.992

1.056

0.251

0.187

NSEI

p_yellow

13

24

1

0.468

0.392

0.114

0.988

1.061

0.267

0.285

NSEI

p_yellow

13

24

2

0.547

0.496

0.172

0.992

1.048

0.251

0.204

NSEI

p_yellow

13

25

1

0.471

0.396

0.113

0.986

1.065

0.264

0.284

NSEI

p_yellow

13

25

2

0.543

0.489

0.166

0.992

1.056

0.248

0.218

NSEI

p_yellow

13

26

1

0.462

0.385

0.108

0.988

1.064

0.267

0.289

NSEI

p_yellow

13

26

2

0.539

0.492

0.170

0.992

1.055

0.247

0.190

NSEI

p_yellow

13

27

1

0.449

0.374

0.109

0.985

1.066

0.260

0.289

NSEI

p_yellow

13

27

2

0.537

0.488

0.161

0.991

1.049

0.246

0.199

NSEI

p_yellow

13

28

1

0.457

0.396

0.105

0.982

1.057

0.254

0.240

NSEI

p_yellow

13

28

2

0.533

0.486

0.173

0.991

1.062

0.241

0.195

NSEI

p_yellow

13

29

1

0.421

0.364

0.109

0.971

1.052

0.237

0.241

NSEI

p_yellow

13

29

2

0.514

0.472

0.167

0.983

1.058

0.227

0.185

NSEI

p_pelagic

13

3

1

0.264

0.240

0.078

0.575

1.033

0.131

0.183

NSEI

p_pelagic

13

3

2

0.105

0.087

0.026

0.291

1.047

0.067

0.269

NSEI

p_yellow

13

3

1

0.504

0.434

0.141

0.990

1.059

0.260

0.270

NSEI

p_yellow

13

3

2

0.505

0.436

0.139

0.990

1.060

0.261

0.264

NSEI

p_pelagic

13

4

1

0.267

0.242

0.081

0.575

1.050

0.130

0.192

NSEI

p_pelagic

13

4

2

0.108

0.089

0.028

0.282

1.039

0.068

0.280

NSEI

p_yellow

13

4

1

0.500

0.426

0.141

0.990

1.063

0.264

0.281

NSEI

p_yellow

13

4

2

0.501

0.430

0.138

0.989

1.067

0.263

0.270

NSEI

p_pelagic

13

5

1

0.267

0.240

0.085

0.577

1.037

0.130

0.207

NSEI

p_pelagic

13

5

2

0.108

0.090

0.028

0.287

1.047

0.067

0.269

NSEI

p_yellow

13

5

1

0.500

0.429

0.141

0.990

1.057

0.260

0.273

NSEI

p_yellow

13

5

2

0.504

0.432

0.136

0.989

1.057

0.261

0.276

NSEI

p_pelagic

13

6

1

0.270

0.248

0.085

0.565

1.040

0.127

0.174

NSEI

p_pelagic

13

6

2

0.107

0.089

0.027

0.282

1.035

0.067

0.269

NSEI

p_yellow

13

6

1

0.500

0.429

0.143

0.989

1.058

0.262

0.271

NSEI

p_yellow

13

6

2

0.505

0.437

0.142

0.991

1.055

0.263

0.259

NSEI

p_pelagic

13

7

1

0.270

0.249

0.086

0.567

1.038

0.125

0.168

NSEI

p_pelagic

13

7

2

0.107

0.090

0.028

0.290

1.057

0.068

0.251

NSEI

p_yellow

13

7

1

0.499

0.431

0.140

0.990

1.052

0.262

0.259

NSEI

p_yellow

13

7

2

0.505

0.439

0.138

0.989

1.057

0.262

0.252

NSEI

p_pelagic

13

8

1

0.274

0.253

0.091

0.554

1.024

0.124

0.170

NSEI

p_pelagic

13

8

2

0.110

0.093

0.030

0.283

1.041

0.066

0.256

NSEI

p_yellow

13

8

1

0.505

0.437

0.140

0.988

1.064

0.261

0.260

NSEI

p_yellow

13

8

2

0.502

0.432

0.140

0.991

1.064

0.261

0.269

NSEI

p_pelagic

13

9

1

0.279

0.258

0.095

0.568

1.031

0.124

0.170

NSEI

p_pelagic

13

9

2

0.112

0.097

0.031

0.277

1.036

0.066

0.229

NSEI

p_yellow

13

9

1

0.501

0.431

0.138

0.990

1.061

0.260

0.269

NSEI

p_yellow

13

9

2

0.503

0.434

0.143

0.990

1.065

0.262

0.264

NSEI

p_yellow

14

17

1

0.580

0.574

0.254

0.972

1.011

0.183

0.033

NSEO

p_yellow

14

19

2

0.623

0.617

0.305

0.980

1.010

0.174

0.034

NSEO

p_yellow

14

2

2

0.623

0.620

0.300

0.979

1.010

0.177

0.017

NSEO

p_black

14

21

1

0.920

0.946

0.692

0.993

1.013

0.083

-0.314

NSEO

p_yellow

14

22

2

0.621

0.615

0.295

0.979

1.010

0.176

0.034

NSEO

p_yellow

14

8

1

0.584

0.573

0.262

0.973

1.014

0.181

0.061

NSEO

p_pelagic

16

1

1

0.409

0.406

0.146

0.688

1.053

0.139

0.022

SSEO

p_pelagic

16

1

2

0.384

0.379

0.134

0.654

1.043

0.136

0.037

SSEO

p_pelagic

16

10

1

0.409

0.403

0.155

0.684

1.027

0.140

0.043

SSEO

p_pelagic

16

10

2

0.383

0.378

0.151

0.664

1.037

0.137

0.037

SSEO

p_pelagic

16

11

1

0.411

0.406

0.162

0.683

1.032

0.138

0.036

SSEO

p_pelagic

16

11

2

0.392

0.389

0.154

0.669

1.034

0.135

0.022

SSEO

p_pelagic

16

12

1

0.412

0.410

0.160

0.683

1.031

0.136

0.015

SSEO

p_pelagic

16

12

2

0.391

0.385

0.151

0.662

1.039

0.135

0.045

SSEO

p_pelagic

16

13

1

0.412

0.405

0.166

0.679

1.033

0.135

0.052

SSEO

p_pelagic

16

13

2

0.392

0.384

0.154

0.673

1.034

0.137

0.059

SSEO

p_pelagic

16

14

1

0.397

0.389

0.156

0.669

1.023

0.137

0.058

SSEO

p_pelagic

16

14

2

0.387

0.384

0.152

0.654

1.026

0.132

0.023

SSEO

p_pelagic

16

15

1

0.402

0.398

0.159

0.667

1.024

0.135

0.030

SSEO

p_pelagic

16

15

2

0.392

0.385

0.157

0.662

1.032

0.134

0.052

SSEO

p_pelagic

16

16

1

0.395

0.389

0.166

0.655

1.031

0.130

0.046

SSEO

p_pelagic

16

16

2

0.389

0.382

0.152

0.647

1.031

0.130

0.054

SSEO

p_pelagic

16

17

1

0.453

0.447

0.212

0.708

1.031

0.131

0.046

SSEO

p_pelagic

16

17

2

0.410

0.404

0.174

0.687

1.023

0.134

0.045

SSEO

p_pelagic

16

18

1

0.428

0.423

0.198

0.689

1.026

0.130

0.039

SSEO

p_pelagic

16

18

2

0.409

0.407

0.169

0.667

1.018

0.133

0.015

SSEO

p_pelagic

16

19

1

0.421

0.415

0.199

0.689

1.013

0.128

0.047

SSEO

p_pelagic

16

19

2

0.402

0.397

0.171

0.656

1.012

0.126

0.040

SSEO

p_pelagic

16

2

1

0.408

0.406

0.149

0.691

1.029

0.141

0.014

SSEO

p_pelagic

16

2

2

0.382

0.374

0.142

0.669

1.027

0.137

0.058

SSEO

p_pelagic

16

20

1

0.423

0.419

0.192

0.678

1.024

0.128

0.031

SSEO

p_pelagic

16

20

2

0.405

0.401

0.173

0.669

1.021

0.129

0.031

SSEO

p_pelagic

16

21

1

0.401

0.392

0.181

0.658

1.012

0.125

0.072

SSEO

p_pelagic

16

21

2

0.400

0.393

0.179

0.652

1.013

0.123

0.057

SSEO

p_pelagic

16

22

2

0.408

0.400

0.186

0.665

1.021

0.124

0.064

SSEO

p_slope

16

23

1

0.120

0.093

0.048

0.319

1.013

0.070

0.388

SSEO

p_pelagic

16

3

1

0.407

0.404

0.158

0.684

1.040

0.139

0.022

SSEO

p_pelagic

16

3

2

0.384

0.379

0.138

0.659

1.029

0.137

0.037

SSEO

p_dsr

16

30

1

0.418

0.418

0.393

0.446

1.047

0.014

0.000

SSEO

p_dsr

16

31

1

0.397

0.397

0.373

0.426

1.070

0.013

0.000

SSEO

p_slope

16

36

1

0.062

0.062

0.045

0.079

1.015

0.009

0.000

SSEO

p_slope

16

37

1

0.066

0.066

0.049

0.083

1.014

0.008

0.000

SSEO

p_pelagic

16

4

1

0.402

0.399

0.154

0.684

1.031

0.140

0.021

SSEO

p_pelagic

16

4

2

0.384

0.385

0.138

0.658

1.033

0.137

-0.007

SSEO

p_pelagic

16

41

1

0.794

0.794

0.786

0.801

1.114

0.004

0.000

SSEO

p_yellow

16

41

1

0.430

0.430

0.409

0.451

1.035

0.011

0.000

SSEO

p_dsr

16

41

1

0.487

0.482

0.449

0.537

3.024

0.025

0.199

SSEO

p_slope

16

41

1

0.116

0.125

0.073

0.148

4.799

0.024

-0.373

SSEO

p_pelagic

16

42

1

0.833

0.833

0.826

0.840

1.116

0.004

0.000

SSEO

p_yellow

16

42

1

0.406

0.406

0.384

0.429

1.068

0.011

0.000

SSEO

p_dsr

16

42

1

0.450

0.441

0.406

0.506

3.455

0.030

0.304

SSEO

p_slope

16

42

1

0.168

0.180

0.112

0.209

4.688

0.031

-0.385

SSEO

p_pelagic

16

5

1

0.404

0.402

0.158

0.679

1.039

0.138

0.014

SSEO

p_pelagic

16

5

2

0.386

0.383

0.143

0.658

1.038

0.135

0.022

SSEO

p_pelagic

16

6

1

0.411

0.410

0.154

0.689

1.037

0.141

0.007

SSEO

p_pelagic

16

6

2

0.382

0.375

0.139

0.656

1.039

0.136

0.051

SSEO

p_pelagic

16

7

1

0.407

0.404

0.154

0.682

1.034

0.137

0.022

SSEO

p_pelagic

16

7

2

0.386

0.380

0.144

0.665

1.041

0.139

0.043

SSEO

p_pelagic

16

8

1

0.408

0.405

0.159

0.692

1.042

0.140

0.021

SSEO

p_pelagic

16

8

2

0.387

0.382

0.144

0.670

1.030

0.136

0.037

SSEO

p_pelagic

16

9

1

0.409

0.403

0.161

0.681

1.040

0.136

0.044

SSEO

p_pelagic

16

9

2

0.387

0.381

0.149

0.672

1.025

0.137

0.044

SSEO

p_pelagic

3

1

1

0.552

0.559

0.286

0.792

1.014

0.133

-0.053

PWSI

p_pelagic

3

10

1

0.554

0.558

0.290

0.786

1.013

0.132

-0.030

PWSI

p_pelagic

3

11

2

0.191

0.177

0.065

0.399

1.016

0.087

0.160

PWSI

p_pelagic

3

14

1

0.555

0.561

0.287

0.790

1.014

0.131

-0.046

PWSI

p_pelagic

3

16

1

0.555

0.560

0.288

0.792

1.011

0.133

-0.038

PWSI

p_pelagic

3

17

1

0.554

0.557

0.287

0.792

1.010

0.131

-0.023

PWSI

p_pelagic

3

5

1

0.549

0.552

0.279

0.787

1.014

0.133

-0.023

PWSI

p_pelagic

3

7

1

0.556

0.559

0.292

0.790

1.012

0.131

-0.023

PWSI

p_pelagic

3

8

2

0.190

0.175

0.061

0.397

1.011

0.087

0.172

PWSI

p_pelagic

3

9

2

0.189

0.173

0.063

0.398

1.013

0.086

0.186

PWSI

p_black

8

40

1

0.513

0.419

0.342

0.966

1.060

0.213

0.441

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

beta0_pH

10

1

0.226

0.257

-0.466

0.642

1.165

0.261

-0.119

northeast

beta1_pH

10

1

2.270

2.148

1.535

4.229

1.288

0.596

0.205

northeast

beta3_pH

10

1

32.669

32.508

30.067

36.510

1.118

1.645

0.098

northeast

beta0_pH

11

1

0.096

0.144

-0.626

0.596

1.124

0.313

-0.153

CSEO

beta0_pH

11

4

0.884

1.014

-0.972

2.018

1.152

0.712

-0.183

CSEO

beta1_pH

11

1

3.300

3.232

2.546

4.584

1.149

0.500

0.136

CSEO

beta1_pH

11

3

15,175,302,054.951

5.424

0.223

1,393,120.825

1.291

824,028,935,930.384

0.018

CSEO

beta1_pH

11

4

1.886

1.799

0.536

3.766

1.162

0.760

0.114

CSEO

beta0_pH

12

4

0.962

1.030

-0.882

2.301

1.124

0.772

-0.088

EWYKT

beta1_pH

12

3

1,480,907,876.560

6.151

0.228

2,478,799.548

1.291

53,034,823,727.309

0.028

EWYKT

beta1_pH

12

4

3.138

3.078

1.702

5.043

1.101

0.788

0.076

EWYKT

beta0_pH

13

4

1.085

1.270

-0.785

1.776

1.453

0.650

-0.285

NSEI

beta1_pH

13

3

269,547,807.234

6.513

0.218

3,541,317.920

1.291

10,849,390,995.622

0.025

NSEI

beta1_pH

13

4

0.870

0.679

0.121

2.767

1.482

0.681

0.281

NSEI

beta3_pelagic

13

30.251

29.799

24.116

39.285

1.103

3.785

0.119

NSEI

beta1_pH

14

3

26,481,411,861.052

5.606

0.222

3,620,182.913

1.291

1,391,709,173,602.750

0.019

NSEO

beta2_yellow

14

-5.601

-4.102

-18.553

-0.306

1.275

4.983

-0.301

NSEO

beta0_pH

15

4

0.902

1.024

-0.813

1.676

1.425

0.602

-0.203

SSEI

beta1_pH

15

3

96,321,879,396.135

5.461

0.219

4,724,958.226

1.291

5,255,918,715,023.581

0.018

SSEI

beta1_pH

15

4

1.055

0.935

0.139

2.750

1.426

0.663

0.181

SSEI

beta2_yellow

15

-10.943

-10.017

-23.071

-0.457

1.891

6.912

-0.134

SSEI

beta0_pH

16

4

0.832

0.942

-0.842

1.939

1.167

0.699

-0.157

SSEO

beta1_pH

16

3

106,353,130.043

5.522

0.220

1,912,025.011

1.249

2,760,063,380.380

0.039

SSEO

beta1_pH

16

4

3.676

3.594

2.450

5.440

1.147

0.755

0.109

SSEO

beta3_pH

16

4

41.314

41.325

40.266

42.450

1.859

0.565

-0.019

SSEO

beta0_pelagic

16

-0.423

-0.326

-1.361

0.074

1.136

0.383

-0.253

SSEO

beta0_dsr

16

0.163

0.163

0.130

0.193

1.122

0.016

0.000

SSEO

mu_beta1_pH

3

4

4.013

2.214

0.062

17.932

1.207

4.759

0.378

PWSI

tau_beta1_pH

3

4

0.660

0.080

0.011

4.792

1.326

1.735

0.334

PWSI

beta4_pelagic

5

0.960

0.619

-6.189

13.786

1.164

8.544

0.040

BSAI

beta4_pelagic

6

2.070

1.318

-2.951

14.694

1.132

7.133

0.105

SOKO2SAP

beta0_pH

8

1

-0.670

-0.619

-1.608

-0.066

1.160

0.375

-0.136

afognak

beta1_pH

9

1

2.110

1.950

1.243

4.142

1.143

0.680

0.235

eastside

beta2_pH

9

3

0.198

0.164

0.083

0.460

1.122

0.226

0.151

eastside

lambda_H

15

0.019

0.014

0.003

0.058

1.130

0.030

0.168

SSEI

pG

4

30

0.853

0.871

0.623

0.969

1.109

0.095

-0.190

PWSO

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

538.00

262.00

1,117.00

375.00

Prop. of total

0.67

0.33

0.75

0.25

Prop. median less than 1

0.21

0.23

0.27

0.44

Prop. median less than 10

0.34

0.57

0.47

0.72

Prop. median less than 50

0.46

0.76

0.61

0.80

Median of the median values

77.14

7.35

13.84

1.70

Mean of the median values

760.21

236.40

314.45

140.10

Mean skew of posteriors

0.24

0.29

0.27

0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

15.00

12.00

61.00

48.00

Prop. of total

0.56

0.44

0.56

0.44

Prop. median less than 1

0.07

0.42

0.69

0.60

Prop. median less than 10

0.07

0.92

0.82

0.92

Prop. median less than 50

0.13

1.00

0.84

0.96

Median of the median values

551.34

1.12

0.01

0.49

Mean of the median values

635.16

5.96

85.59

4.80

Mean skew of posteriors

0.20

0.21

0.15

0.18

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_dsr

1

beta0_pelagic

1

beta0_pH

8

beta1_pH

13

beta2_pH

1

beta2_yellow

2

beta3_pH

2

beta4_pelagic

2

eps_dsr

2

eps_pH

25

eps_sl

2

H_ay

5

H_ayg

1

H_ayu

6

Hb_ay

5

Hb_ayu

6

Hd_ay

1

Hd_ayg

2

Ho_ay

2

Ho_ayu

4

Hp_ay

7

Hp_ayg

1

Hp_ayu

6

Hs_ay

2

Hs_ayg

3

Hs_ayu

1

Hy_ay

4

Hy_ayg

3

Hy_ayu

4

lambda_H

1

mean_eps_pH

1

mu_beta1_pH

1

p_dsr

2

p_pelagic

2

p_slope

4

pH

18

R_ay

4

R_ayg

6

R_ayu

8

Rb_ay

4

Rb_ayg

5

Rb_ayu

5

Rd_ay

9

Rd_ayg

7

Rd_ayu

5

re_dsr

3

re_pH

26

re_slope

4

Ro_ay

14

Ro_ayg

10

Ro_ayu

34

Rp_ay

4

Rp_ayg

5

Rp_ayu

5

Rs_ay

8

Rs_ayg

17

Rs_ayu

16

Ry_ay

10

Ry_ayg

3

Ry_ayu

22

sd_pH

1

tau_beta1_pH

1

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.014 0.069 -0.146 -0.016 0.128
mu_bc_H[2] 0.075 0.055 -0.027 0.073 0.190
mu_bc_H[3] -0.265 0.067 -0.394 -0.267 -0.130
mu_bc_H[4] -0.923 0.180 -1.287 -0.919 -0.573
mu_bc_H[5] 1.338 1.173 0.103 1.082 4.120
mu_bc_H[6] -2.388 0.329 -3.010 -2.387 -1.736
mu_bc_H[7] -0.455 0.099 -0.648 -0.455 -0.264
mu_bc_H[8] 0.257 0.355 -0.340 0.212 1.088
mu_bc_H[9] -0.246 0.124 -0.489 -0.249 0.001
mu_bc_H[10] 0.057 0.067 -0.067 0.055 0.192
mu_bc_H[11] -0.127 0.038 -0.206 -0.127 -0.053
mu_bc_H[12] -0.249 0.107 -0.480 -0.244 -0.051
mu_bc_H[13] -0.161 0.072 -0.297 -0.163 -0.013
mu_bc_H[14] -0.307 0.090 -0.489 -0.303 -0.135
mu_bc_H[15] -0.338 0.048 -0.429 -0.338 -0.246
mu_bc_H[16] -0.143 0.366 -0.751 -0.175 0.686
mu_bc_R[1] 1.042 0.121 0.804 1.044 1.278
mu_bc_R[2] 1.014 0.075 0.855 1.017 1.155
mu_bc_R[3] 0.226 0.091 0.038 0.229 0.397
mu_bc_R[4] 0.675 0.198 0.273 0.679 1.062
mu_bc_R[5] 1.683 0.375 0.926 1.677 2.421
mu_bc_R[6] -1.426 0.345 -2.102 -1.432 -0.728
mu_bc_R[7] 0.519 0.168 0.184 0.520 0.838
mu_bc_R[8] 0.644 0.146 0.364 0.642 0.935
mu_bc_R[9] 0.380 0.175 0.010 0.386 0.699
mu_bc_R[10] 0.887 0.106 0.670 0.888 1.089
mu_bc_R[11] 1.111 0.075 0.965 1.112 1.257
mu_bc_R[12] 0.881 0.160 0.563 0.881 1.199
mu_bc_R[13] 1.042 0.091 0.863 1.042 1.222
mu_bc_R[14] 0.861 0.122 0.612 0.861 1.097
mu_bc_R[15] 0.797 0.095 0.611 0.797 0.985
mu_bc_R[16] 1.349 0.112 1.118 1.351 1.562
tau_pH[1] 2.447 0.183 2.105 2.444 2.825
tau_pH[2] 1.563 0.149 1.289 1.556 1.862
tau_pH[3] 2.266 0.300 1.724 2.246 2.916
tau_pH[4] 1.013 0.145 0.759 1.003 1.327
tau_pH[5] 0.411 0.074 0.282 0.406 0.571
beta0_pH[1,1] 0.548 0.187 0.147 0.560 0.880
beta0_pH[2,1] 1.432 0.184 1.023 1.446 1.758
beta0_pH[3,1] 1.417 0.206 0.931 1.433 1.778
beta0_pH[4,1] 1.568 0.255 0.974 1.593 1.997
beta0_pH[5,1] -0.798 0.373 -1.671 -0.758 -0.164
beta0_pH[6,1] -0.552 0.459 -1.907 -0.452 0.041
beta0_pH[7,1] 0.752 0.010 0.732 0.753 0.773
beta0_pH[8,1] -0.670 0.375 -1.608 -0.619 -0.066
beta0_pH[9,1] -0.371 0.310 -1.044 -0.336 0.142
beta0_pH[10,1] 0.226 0.261 -0.466 0.257 0.642
beta0_pH[11,1] 0.096 0.313 -0.626 0.144 0.596
beta0_pH[12,1] 0.630 0.191 0.241 0.640 0.979
beta0_pH[13,1] -0.643 0.137 -0.922 -0.643 -0.376
beta0_pH[14,1] 0.022 0.185 -0.354 0.027 0.369
beta0_pH[15,1] 0.059 0.186 -0.356 0.073 0.393
beta0_pH[16,1] -0.840 0.208 -1.301 -0.827 -0.459
beta0_pH[1,2] 2.568 0.082 2.415 2.568 2.733
beta0_pH[2,2] 3.078 0.022 3.034 3.078 3.121
beta0_pH[3,2] 3.626 0.040 3.546 3.628 3.706
beta0_pH[4,2] 2.936 0.019 2.899 2.936 2.974
beta0_pH[5,2] 4.575 1.647 2.779 4.251 8.405
beta0_pH[6,2] 3.329 0.159 3.023 3.324 3.656
beta0_pH[7,2] 2.025 0.049 1.934 2.025 2.124
beta0_pH[8,2] 2.822 0.065 2.696 2.821 2.952
beta0_pH[9,2] 3.972 0.207 3.582 3.958 4.396
beta0_pH[10,2] 3.996 0.130 3.750 3.991 4.261
beta0_pH[11,2] 1.885 0.009 1.868 1.885 1.903
beta0_pH[12,2] 1.793 0.069 1.661 1.792 1.929
beta0_pH[13,2] 2.497 0.026 2.445 2.497 2.548
beta0_pH[14,2] 1.804 0.024 1.759 1.803 1.852
beta0_pH[15,2] 2.546 0.017 2.513 2.545 2.579
beta0_pH[16,2] 2.765 0.024 2.719 2.766 2.814
beta0_pH[1,3] 0.663 0.603 -0.912 0.814 1.370
beta0_pH[2,3] 2.126 0.018 2.093 2.126 2.161
beta0_pH[3,3] 2.689 0.024 2.640 2.689 2.737
beta0_pH[4,3] 2.981 0.035 2.913 2.980 3.049
beta0_pH[5,3] 3.840 2.714 0.949 3.077 11.588
beta0_pH[6,3] 1.260 0.322 0.689 1.238 1.930
beta0_pH[7,3] 0.855 0.049 0.760 0.855 0.952
beta0_pH[8,3] 0.281 0.127 0.008 0.289 0.498
beta0_pH[9,3] -2.750 1.030 -4.965 -2.663 -0.972
beta0_pH[10,3] -0.849 0.880 -2.902 -0.740 0.570
beta0_pH[11,3] -0.062 11.360 -22.154 -0.103 22.038
beta0_pH[12,3] -0.164 11.478 -22.604 -0.111 23.011
beta0_pH[13,3] 0.096 11.548 -22.995 -0.151 22.990
beta0_pH[14,3] -0.139 11.551 -23.067 -0.237 22.964
beta0_pH[15,3] 0.059 11.362 -22.520 0.202 22.198
beta0_pH[16,3] 0.048 11.371 -21.941 -0.040 22.770
beta0_pH[11,4] 0.884 0.712 -0.972 1.014 2.018
beta0_pH[12,4] 0.962 0.772 -0.882 1.030 2.301
beta0_pH[13,4] 1.085 0.650 -0.785 1.270 1.776
beta0_pH[14,4] 0.402 0.638 -0.916 0.511 1.496
beta0_pH[15,4] 0.902 0.602 -0.813 1.024 1.676
beta0_pH[16,4] 0.832 0.699 -0.842 0.942 1.939
beta0_pH[11,5] 2.974 0.147 2.707 2.968 3.281
beta0_pH[12,5] -0.930 0.516 -2.008 -0.914 0.084
beta0_pH[13,5] 4.955 0.432 4.172 4.926 5.862
beta0_pH[14,5] 3.921 0.363 3.227 3.912 4.666
beta0_pH[15,5] 2.294 0.125 2.052 2.290 2.555
beta0_pH[16,5] 0.248 0.060 0.161 0.236 0.387
beta1_pH[1,1] 2.622 0.539 1.780 2.535 3.957
beta1_pH[2,1] 1.598 0.358 1.051 1.552 2.431
beta1_pH[3,1] 1.777 0.392 1.111 1.738 2.723
beta1_pH[4,1] 1.953 0.499 1.210 1.866 3.298
beta1_pH[5,1] 2.321 0.492 1.516 2.263 3.501
beta1_pH[6,1] 2.229 0.835 1.088 2.022 4.416
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.474 0.834 1.283 2.289 4.601
beta1_pH[9,1] 2.110 0.680 1.243 1.950 4.142
beta1_pH[10,1] 2.270 0.596 1.535 2.148 4.229
beta1_pH[11,1] 3.300 0.500 2.546 3.232 4.584
beta1_pH[12,1] 2.894 0.282 2.353 2.886 3.459
beta1_pH[13,1] 3.436 0.234 2.977 3.428 3.898
beta1_pH[14,1] 2.834 0.342 2.190 2.829 3.558
beta1_pH[15,1] 2.390 0.271 1.881 2.381 2.964
beta1_pH[16,1] 3.976 0.289 3.437 3.971 4.592
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 3.560 1.785 1.226 3.045 7.842
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 5.003 2.310 2.192 4.256 11.102
beta1_pH[9,3] 8.182 2.516 4.081 7.888 13.754
beta1_pH[10,3] 7.183 2.720 3.208 6.675 13.162
beta1_pH[11,3] 15175302054.951 824028935930.384 0.223 5.424 1393120.825
beta1_pH[12,3] 1480907876.560 53034823727.309 0.228 6.151 2478799.548
beta1_pH[13,3] 269547807.234 10849390995.622 0.218 6.513 3541317.920
beta1_pH[14,3] 26481411861.052 1391709173602.750 0.222 5.606 3620182.913
beta1_pH[15,3] 96321879396.135 5255918715023.581 0.219 5.461 4724958.226
beta1_pH[16,3] 106353130.043 2760063380.380 0.220 5.522 1912025.011
beta1_pH[11,4] 1.886 0.760 0.536 1.799 3.766
beta1_pH[12,4] 3.138 0.788 1.702 3.078 5.043
beta1_pH[13,4] 0.870 0.681 0.121 0.679 2.767
beta1_pH[14,4] 1.951 0.732 0.584 1.860 3.398
beta1_pH[15,4] 1.055 0.663 0.139 0.935 2.750
beta1_pH[16,4] 3.676 0.755 2.450 3.594 5.440
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 1.238 0.886 0.294 0.901 3.391
beta2_pH[2,1] 1.610 0.979 0.208 1.432 3.436
beta2_pH[3,1] 1.406 0.843 0.222 1.252 2.949
beta2_pH[4,1] 1.078 0.793 0.199 0.791 2.913
beta2_pH[5,1] 2.109 1.789 0.248 1.642 7.181
beta2_pH[6,1] 0.863 1.335 0.109 0.372 4.936
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.681 1.138 0.126 0.312 4.312
beta2_pH[9,1] 0.944 1.235 0.141 0.526 4.559
beta2_pH[10,1] 1.225 1.313 0.162 0.797 5.289
beta2_pH[11,1] 0.456 0.262 0.179 0.390 1.095
beta2_pH[12,1] 1.580 0.823 0.618 1.316 3.653
beta2_pH[13,1] 1.040 0.441 0.558 0.929 2.305
beta2_pH[14,1] 1.151 0.679 0.419 0.944 3.237
beta2_pH[15,1] 1.078 0.606 0.410 0.916 2.938
beta2_pH[16,1] 1.064 0.333 0.629 1.000 1.904
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 2.325 4.271 0.109 0.454 16.584
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 2.114 1.690 0.571 1.427 6.907
beta2_pH[9,3] 0.198 0.226 0.083 0.164 0.460
beta2_pH[10,3] 0.306 0.375 0.102 0.230 0.844
beta2_pH[11,3] -8.475 6.097 -22.797 -7.315 -0.474
beta2_pH[12,3] -8.453 6.092 -22.888 -7.126 -0.432
beta2_pH[13,3] -8.355 6.006 -22.742 -6.957 -0.451
beta2_pH[14,3] -8.464 6.111 -23.151 -7.231 -0.401
beta2_pH[15,3] -8.364 6.005 -22.685 -7.167 -0.436
beta2_pH[16,3] -8.517 6.066 -22.764 -7.324 -0.444
beta2_pH[11,4] -6.876 5.001 -18.692 -5.763 -0.747
beta2_pH[12,4] -7.121 4.917 -18.748 -6.032 -1.049
beta2_pH[13,4] -6.884 4.809 -18.234 -5.728 -0.936
beta2_pH[14,4] -6.915 4.836 -18.377 -5.717 -1.052
beta2_pH[15,4] -7.031 4.893 -18.192 -5.786 -0.980
beta2_pH[16,4] -7.252 4.814 -18.970 -6.003 -1.423
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 35.063 1.170 32.922 35.046 37.665
beta3_pH[2,1] 32.857 1.474 29.981 32.825 36.123
beta3_pH[3,1] 33.110 1.390 30.486 33.039 36.249
beta3_pH[4,1] 32.876 1.827 29.899 32.696 37.161
beta3_pH[5,1] 27.613 1.144 26.028 27.480 30.787
beta3_pH[6,1] 33.331 3.325 26.373 33.135 41.258
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 35.186 3.395 29.341 35.172 42.082
beta3_pH[9,1] 32.013 2.896 27.367 31.687 38.940
beta3_pH[10,1] 32.669 1.645 30.067 32.508 36.510
beta3_pH[11,1] 31.343 1.125 29.287 31.357 33.579
beta3_pH[12,1] 30.783 0.475 29.804 30.796 31.675
beta3_pH[13,1] 31.430 0.509 30.495 31.406 32.470
beta3_pH[14,1] 32.544 0.749 31.260 32.501 34.137
beta3_pH[15,1] 30.940 0.740 29.485 30.953 32.356
beta3_pH[16,1] 30.122 0.369 29.378 30.116 30.853
beta3_pH[1,2] 34.544 5.400 25.516 34.595 43.492
beta3_pH[2,2] 34.520 5.474 25.464 34.389 43.525
beta3_pH[3,2] 30.495 7.157 18.660 30.407 42.237
beta3_pH[4,2] 30.484 7.160 18.767 30.282 42.227
beta3_pH[5,2] 30.340 7.275 18.600 30.409 42.307
beta3_pH[6,2] 30.237 7.312 18.494 30.428 42.243
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 39.890 2.561 33.593 40.200 43.767
beta3_pH[2,3] 34.429 5.449 25.455 34.426 43.419
beta3_pH[3,3] 30.427 7.261 18.676 30.325 42.314
beta3_pH[4,3] 30.543 7.233 18.647 30.521 42.443
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 42.202 0.839 40.989 41.975 43.868
beta3_pH[9,3] 35.898 1.629 34.521 35.279 40.583
beta3_pH[10,3] 37.851 2.538 34.635 37.221 43.455
beta3_pH[11,3] 38.520 2.614 34.223 38.570 42.765
beta3_pH[12,3] 38.493 2.587 34.230 38.480 42.796
beta3_pH[13,3] 38.570 2.615 34.243 38.600 42.793
beta3_pH[14,3] 38.454 2.609 34.200 38.404 42.747
beta3_pH[15,3] 38.447 2.591 34.263 38.426 42.800
beta3_pH[16,3] 38.423 2.605 34.221 38.416 42.784
beta3_pH[11,4] 40.603 1.233 38.216 40.527 43.253
beta3_pH[12,4] 41.737 0.850 40.211 42.040 42.931
beta3_pH[13,4] 41.467 1.521 37.847 41.697 43.819
beta3_pH[14,4] 40.468 0.871 38.580 40.541 41.979
beta3_pH[15,4] 40.963 1.346 37.872 40.954 43.452
beta3_pH[16,4] 41.314 0.565 40.266 41.325 42.450
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.263 0.021 0.221 0.262 0.304
beta4_pH[2,1] 0.211 0.005 0.200 0.211 0.221
beta4_pH[3,1] 0.173 0.007 0.158 0.173 0.187
beta4_pH[4,1] 0.293 0.012 0.271 0.293 0.316
beta4_pH[5,1] 0.413 0.230 0.084 0.387 0.874
beta4_pH[6,1] 0.766 0.364 0.317 0.728 1.426
beta4_pH[7,1] 0.851 0.344 0.355 0.792 1.726
beta4_pH[8,1] 0.157 0.068 0.041 0.150 0.306
beta4_pH[9,1] 0.215 0.085 0.064 0.212 0.397
beta4_pH[10,1] 0.001 0.001 0.000 0.001 0.003
beta4_pH[11,1] 0.446 0.012 0.423 0.446 0.469
beta4_pH[12,1] 0.643 0.022 0.599 0.643 0.686
beta4_pH[13,1] 0.631 0.013 0.606 0.631 0.657
beta4_pH[14,1] 0.670 0.032 0.610 0.669 0.735
beta4_pH[15,1] 0.796 0.021 0.755 0.796 0.839
beta4_pH[16,1] 1.223 0.043 1.142 1.222 1.314
beta4_pH[1,2] 0.301 0.095 0.130 0.295 0.493
beta4_pH[2,2] 0.514 0.022 0.472 0.513 0.558
beta4_pH[3,2] 0.446 0.012 0.423 0.446 0.470
beta4_pH[4,2] 0.655 0.038 0.585 0.654 0.732
beta4_pH[5,2] 0.737 0.830 0.115 0.536 2.670
beta4_pH[6,2] 0.901 0.799 0.197 0.735 2.579
beta4_pH[7,2] 0.908 0.456 0.351 0.821 2.041
beta4_pH[8,2] 0.846 0.205 0.495 0.833 1.283
beta4_pH[9,2] 1.139 1.021 0.304 0.852 3.853
beta4_pH[10,2] 0.458 0.052 0.362 0.456 0.563
beta4_pH[11,2] 1.269 0.050 1.169 1.269 1.364
beta4_pH[12,2] 0.605 0.111 0.399 0.598 0.835
beta4_pH[13,2] 0.946 0.044 0.860 0.946 1.036
beta4_pH[14,2] 0.935 0.062 0.814 0.936 1.060
beta4_pH[15,2] 1.012 0.025 0.963 1.012 1.062
beta4_pH[16,2] 1.408 0.077 1.262 1.407 1.562
beta4_pH[1,3] 0.242 0.076 0.101 0.239 0.402
beta4_pH[2,3] 0.049 0.017 0.018 0.048 0.085
beta4_pH[3,3] 0.052 0.010 0.033 0.052 0.071
beta4_pH[4,3] 0.165 0.030 0.107 0.165 0.226
beta4_pH[5,3] 0.751 0.768 0.130 0.574 2.480
beta4_pH[6,3] 0.881 0.741 0.219 0.711 2.542
beta4_pH[7,3] 0.888 0.419 0.347 0.810 1.852
beta4_pH[8,3] 0.390 0.187 0.102 0.365 0.843
beta4_pH[9,3] 0.914 0.901 0.167 0.687 2.868
beta4_pH[10,3] 0.055 0.038 0.004 0.049 0.142
beta4_pH[11,3] 0.642 0.245 0.300 0.600 1.216
beta4_pH[12,3] 0.697 0.218 0.371 0.662 1.239
beta4_pH[13,3] 0.711 0.179 0.416 0.694 1.105
beta4_pH[14,3] 0.868 0.221 0.511 0.842 1.374
beta4_pH[15,3] 0.815 0.218 0.463 0.789 1.332
beta4_pH[16,3] 1.439 1.944 0.122 0.874 6.484
beta4_pH[1,4] 0.643 0.387 0.200 0.558 1.619
beta4_pH[2,4] 0.829 0.926 0.106 0.585 3.001
beta4_pH[3,4] 0.865 0.951 0.115 0.596 3.453
beta4_pH[4,4] 0.734 0.473 0.211 0.628 1.898
beta4_pH[5,4] 0.783 0.961 0.112 0.567 2.814
beta4_pH[6,4] 0.916 0.857 0.207 0.735 2.671
beta4_pH[7,4] 0.879 0.397 0.346 0.805 1.805
beta4_pH[8,4] 0.729 0.692 0.148 0.577 2.250
beta4_pH[9,4] 0.744 0.811 0.123 0.545 2.524
beta4_pH[10,4] 1.481 3.060 0.007 0.411 11.279
beta4_pH[11,4] 0.445 0.017 0.413 0.445 0.479
beta4_pH[12,4] 0.569 0.053 0.467 0.567 0.674
beta4_pH[13,4] 0.925 0.036 0.855 0.926 0.995
beta4_pH[14,4] 0.922 0.076 0.786 0.917 1.077
beta4_pH[15,4] 0.715 0.020 0.676 0.715 0.754
beta4_pH[16,4] 0.688 0.041 0.610 0.688 0.774
beta4_pH[1,5] 0.637 0.381 0.203 0.552 1.583
beta4_pH[2,5] 0.804 0.879 0.113 0.574 2.840
beta4_pH[3,5] 0.867 0.976 0.112 0.612 3.058
beta4_pH[4,5] 0.728 0.447 0.215 0.624 1.858
beta4_pH[5,5] 0.733 0.782 0.108 0.547 2.484
beta4_pH[6,5] 0.924 0.834 0.220 0.737 2.714
beta4_pH[7,5] 0.899 0.451 0.350 0.815 1.941
beta4_pH[8,5] 0.746 0.816 0.155 0.578 2.117
beta4_pH[9,5] 0.757 0.717 0.118 0.564 2.652
beta4_pH[10,5] 1.339 2.701 0.008 0.377 9.662
beta4_pH[11,5] 0.605 0.053 0.508 0.603 0.712
beta4_pH[12,5] 0.621 0.170 0.326 0.603 1.002
beta4_pH[13,5] 0.769 0.061 0.657 0.767 0.896
beta4_pH[14,5] 0.849 0.120 0.622 0.839 1.096
beta4_pH[15,5] 1.143 0.074 1.006 1.141 1.296
beta4_pH[16,5] 19.079 3.755 11.355 19.572 24.707
beta0_pelagic[1] 2.269 0.036 2.199 2.268 2.342
beta0_pelagic[2] 1.538 0.007 1.525 1.537 1.551
beta0_pelagic[3] 0.194 0.263 -0.445 0.259 0.569
beta0_pelagic[4] 0.198 0.238 -0.437 0.216 0.609
beta0_pelagic[5] 1.443 0.153 1.152 1.441 1.746
beta0_pelagic[6] 1.354 0.061 1.239 1.353 1.478
beta0_pelagic[7] 1.470 0.039 1.397 1.469 1.551
beta0_pelagic[8] 1.671 0.043 1.589 1.670 1.762
beta0_pelagic[9] 2.777 0.064 2.657 2.775 2.910
beta0_pelagic[10] 2.603 0.031 2.544 2.602 2.663
beta0_pelagic[11] -0.141 0.170 -0.507 -0.136 0.159
beta0_pelagic[12] 1.801 0.036 1.733 1.800 1.875
beta0_pelagic[13] -1.277 0.533 -1.974 -1.381 -0.218
beta0_pelagic[14] -0.283 0.175 -0.663 -0.269 0.004
beta0_pelagic[15] -0.212 0.036 -0.300 -0.197 -0.180
beta0_pelagic[16] -0.423 0.383 -1.361 -0.326 0.074
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.754 0.274 0.314 0.712 1.427
beta1_pelagic[4] 0.850 0.261 0.383 0.837 1.531
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.147 0.235 0.717 1.150 1.635
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 3.182 0.836 1.621 3.215 4.801
beta1_pelagic[14] 1.804 0.443 1.161 1.715 2.908
beta1_pelagic[15] 0.119 0.190 0.000 0.018 0.651
beta1_pelagic[16] 1.508 0.549 0.735 1.417 2.709
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.246 5.940 0.231 4.558 21.459
beta2_pelagic[4] 7.746 6.213 0.358 6.335 22.534
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.807 1.529 0.291 1.310 5.953
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.162 0.076 0.078 0.143 0.363
beta2_pelagic[14] 0.842 0.830 0.202 0.589 3.351
beta2_pelagic[15] 2.616 1.863 0.170 2.242 6.942
beta2_pelagic[16] 0.868 1.093 0.130 0.396 4.316
beta3_pelagic[1] 28.803 3.913 22.361 28.846 35.163
beta3_pelagic[2] 28.763 3.922 22.355 28.652 35.203
beta3_pelagic[3] 27.986 2.836 23.260 28.378 33.054
beta3_pelagic[4] 25.998 1.350 23.000 26.250 28.238
beta3_pelagic[5] 29.656 6.572 18.611 29.993 40.483
beta3_pelagic[6] 29.580 6.636 18.575 29.674 40.331
beta3_pelagic[7] 29.782 6.572 18.636 29.949 40.434
beta3_pelagic[8] 29.307 6.627 18.663 28.959 40.476
beta3_pelagic[9] 29.576 6.538 18.647 29.729 40.387
beta3_pelagic[10] 29.205 6.728 18.546 28.952 40.466
beta3_pelagic[11] 30.081 1.191 27.869 30.023 32.681
beta3_pelagic[12] 30.000 0.000 30.000 30.000 30.000
beta3_pelagic[13] 30.251 3.785 24.116 29.799 39.285
beta3_pelagic[14] 34.300 1.828 31.324 34.026 38.886
beta3_pelagic[15] 34.406 5.940 23.551 35.692 41.769
beta3_pelagic[16] 31.289 2.527 26.301 31.212 36.957
beta0_yellow[1] -0.483 0.079 -0.642 -0.486 -0.324
beta0_yellow[2] 0.544 0.084 0.348 0.551 0.682
beta0_yellow[3] -0.209 0.130 -0.468 -0.209 0.011
beta0_yellow[4] 0.911 0.227 0.353 0.968 1.192
beta0_yellow[5] 0.243 0.333 -0.480 0.260 0.818
beta0_yellow[6] 0.821 0.106 0.616 0.819 1.037
beta0_yellow[7] 1.015 0.100 0.821 1.015 1.214
beta0_yellow[8] 1.018 0.095 0.842 1.015 1.203
beta0_yellow[9] 0.442 0.099 0.244 0.443 0.637
beta0_yellow[10] 0.540 0.072 0.402 0.539 0.685
beta0_yellow[11] -0.205 0.129 -0.479 -0.191 0.008
beta0_yellow[12] -1.082 0.092 -1.264 -1.082 -0.900
beta0_yellow[13] -1.348 0.175 -1.719 -1.335 -1.059
beta0_yellow[14] -0.256 0.155 -0.586 -0.241 -0.008
beta0_yellow[15] -1.243 0.129 -1.546 -1.227 -1.029
beta0_yellow[16] -0.245 0.094 -0.425 -0.247 -0.059
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.003 0.238 0.557 0.994 1.483
beta1_yellow[3] 0.462 0.244 0.018 0.475 0.908
beta1_yellow[4] 1.276 0.554 0.612 1.152 2.963
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.315 0.373 0.001 0.135 1.221
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 1.559 1.514 0.027 0.943 5.742
beta1_yellow[14] 0.726 0.938 0.012 0.463 3.788
beta1_yellow[15] 0.149 0.180 0.011 0.076 0.608
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.624 5.758 -21.684 -6.372 -0.436
beta2_yellow[3] -7.616 5.952 -22.738 -6.086 -0.410
beta2_yellow[4] -5.955 5.917 -20.575 -4.259 -0.139
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -7.751 5.783 -21.604 -6.468 -0.443
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] -5.497 5.241 -18.712 -3.689 -0.323
beta2_yellow[14] -5.601 4.983 -18.553 -4.102 -0.306
beta2_yellow[15] -10.943 6.912 -23.071 -10.017 -0.457
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.924 1.214 27.281 28.674 32.353
beta3_yellow[3] 32.485 3.257 23.582 32.685 38.760
beta3_yellow[4] 30.008 3.246 24.319 28.954 35.719
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 34.864 3.637 30.394 33.789 43.359
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 32.931 2.866 29.129 32.878 39.546
beta3_yellow[14] 33.973 3.644 29.175 33.476 42.968
beta3_yellow[15] 36.457 3.799 30.288 36.199 43.649
beta3_yellow[16] 35.000 0.000 35.000 35.000 35.000
beta0_black[1] 0.008 0.077 -0.141 0.006 0.170
beta0_black[2] 1.855 0.031 1.792 1.855 1.918
beta0_black[3] 1.238 0.037 1.165 1.239 1.312
beta0_black[4] 2.425 0.048 2.334 2.424 2.522
beta0_black[5] 5.206 2.404 1.926 4.716 11.000
beta0_black[6] 5.234 2.133 2.661 4.699 11.085
beta0_black[7] 4.102 2.057 1.580 3.575 9.571
beta0_black[8] 0.895 0.218 0.494 0.887 1.352
beta0_black[9] 2.798 0.268 2.292 2.799 3.336
beta0_black[10] 1.289 0.051 1.189 1.287 1.390
beta0_black[11] 2.980 0.050 2.880 2.980 3.079
beta0_black[12] 4.916 0.188 4.545 4.913 5.290
beta0_black[13] 0.425 0.331 0.017 0.344 1.221
beta0_black[14] 2.852 0.108 2.641 2.849 3.060
beta0_black[15] 0.723 0.052 0.618 0.724 0.823
beta0_black[16] 3.773 0.072 3.636 3.773 3.916
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.545 1.776 -6.926 -2.120 -0.289
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 37.436 3.143 27.919 38.150 40.824
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.324 0.094 -0.509 -0.323 -0.142
beta4_black[2] 0.259 0.053 0.158 0.258 0.364
beta4_black[3] -0.718 0.064 -0.839 -0.719 -0.591
beta4_black[4] 0.632 0.132 0.379 0.631 0.897
beta4_black[5] 0.753 1.493 -1.230 0.476 4.047
beta4_black[6] 0.837 1.480 -0.962 0.544 4.120
beta4_black[7] 0.758 1.420 -1.024 0.499 4.238
beta4_black[8] 0.077 0.283 -0.512 0.091 0.600
beta4_black[9] 1.020 0.811 -0.123 0.859 3.044
beta4_black[10] 0.072 0.067 -0.062 0.072 0.202
beta4_black[11] -0.611 0.063 -0.733 -0.611 -0.487
beta4_black[12] 1.235 0.296 0.689 1.224 1.840
beta4_black[13] -1.004 0.076 -1.158 -1.002 -0.863
beta4_black[14] 0.220 0.182 -0.123 0.213 0.588
beta4_black[15] 0.002 0.047 -0.091 0.003 0.093
beta4_black[16] -0.417 0.118 -0.645 -0.417 -0.183
beta0_dsr[11] -0.329 0.009 -0.348 -0.329 -0.311
beta0_dsr[12] 1.409 0.044 1.322 1.408 1.496
beta0_dsr[13] 0.155 0.021 0.114 0.155 0.196
beta0_dsr[14] -0.127 0.017 -0.160 -0.127 -0.094
beta0_dsr[15] 0.205 0.014 0.179 0.205 0.232
beta0_dsr[16] 0.163 0.016 0.130 0.163 0.193
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.544 0.035 0.475 0.544 0.613
beta4_dsr[12] 0.808 0.228 0.377 0.802 1.265
beta4_dsr[13] -0.079 0.039 -0.153 -0.079 -0.005
beta4_dsr[14] -0.207 0.071 -0.350 -0.206 -0.072
beta4_dsr[15] 0.216 0.022 0.173 0.216 0.258
beta4_dsr[16] -0.053 0.046 -0.142 -0.055 0.038
beta0_slope[11] -2.208 0.021 -2.249 -2.209 -2.166
beta0_slope[12] -4.978 0.187 -5.360 -4.974 -4.625
beta0_slope[13] -1.500 0.033 -1.567 -1.499 -1.437
beta0_slope[14] -2.712 0.050 -2.810 -2.711 -2.618
beta0_slope[15] -1.592 0.022 -1.637 -1.592 -1.548
beta0_slope[16] -2.651 0.039 -2.724 -2.652 -2.570
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.334 0.074 -0.482 -0.333 -0.189
beta4_slope[12] -4.688 0.787 -6.303 -4.648 -3.230
beta4_slope[13] 0.325 0.053 0.224 0.325 0.428
beta4_slope[14] -0.160 0.151 -0.458 -0.159 0.133
beta4_slope[15] -0.360 0.034 -0.425 -0.360 -0.295
beta4_slope[16] -0.143 0.103 -0.348 -0.141 0.048
beta5_slope[11] 3.067 0.109 2.865 3.065 3.292
beta5_slope[12] 1.998 0.383 1.282 1.982 2.786
beta5_slope[13] 0.882 0.080 0.727 0.881 1.036
beta5_slope[14] 3.751 0.352 3.108 3.738 4.484
beta5_slope[15] 1.311 0.072 1.169 1.309 1.457
beta5_slope[16] 2.724 0.234 2.297 2.722 3.180
tau_comp[1] 3.769 0.298 3.209 3.752 4.386
tau_comp[2] 2.856 0.253 2.378 2.850 3.350
tau_comp[3] 0.870 0.073 0.736 0.867 1.019
tau_comp[4] 1.791 0.279 1.309 1.766 2.394
tau_comp[5] 1.272 0.186 0.931 1.266 1.664
sigma_H[1] 0.207 0.049 0.118 0.205 0.313
sigma_H[2] 0.175 0.028 0.128 0.172 0.237
sigma_H[3] 0.189 0.040 0.118 0.186 0.274
sigma_H[4] 0.461 0.079 0.329 0.455 0.634
sigma_H[5] 0.963 0.199 0.590 0.950 1.382
sigma_H[6] 0.541 0.203 0.108 0.538 0.957
sigma_H[7] 0.309 0.062 0.211 0.301 0.449
sigma_H[8] 0.416 0.090 0.246 0.408 0.613
sigma_H[9] 0.512 0.116 0.329 0.499 0.775
sigma_H[10] 0.211 0.039 0.145 0.207 0.295
sigma_H[11] 0.266 0.045 0.193 0.261 0.367
sigma_H[12] 0.380 0.146 0.197 0.336 0.716
sigma_H[13] 0.217 0.036 0.154 0.213 0.298
sigma_H[14] 0.497 0.089 0.347 0.490 0.690
sigma_H[15] 0.231 0.037 0.166 0.228 0.311
sigma_H[16] 0.215 0.041 0.145 0.211 0.307
lambda_H[1] 2.182 3.472 0.069 1.013 11.479
lambda_H[2] 5.089 4.846 0.513 3.686 17.978
lambda_H[3] 5.645 8.349 0.267 2.870 28.785
lambda_H[4] 0.006 0.004 0.001 0.005 0.018
lambda_H[5] 2.697 6.837 0.028 0.671 20.045
lambda_H[6] 10.444 20.616 0.009 0.783 80.222
lambda_H[7] 0.012 0.008 0.002 0.010 0.032
lambda_H[8] 7.946 9.807 0.111 4.565 34.406
lambda_H[9] 0.015 0.010 0.003 0.013 0.040
lambda_H[10] 0.226 0.276 0.026 0.154 0.824
lambda_H[11] 0.237 0.367 0.011 0.105 1.149
lambda_H[12] 3.814 5.137 0.163 2.153 17.451
lambda_H[13] 3.095 2.901 0.261 2.242 11.357
lambda_H[14] 3.378 3.922 0.228 2.195 13.807
lambda_H[15] 0.019 0.030 0.003 0.014 0.058
lambda_H[16] 0.469 0.730 0.030 0.243 2.317
mu_lambda_H[1] 4.058 1.939 1.047 3.797 8.485
mu_lambda_H[2] 3.863 1.974 0.574 3.714 8.176
mu_lambda_H[3] 3.414 1.830 0.743 3.143 7.499
sigma_lambda_H[1] 8.134 4.426 1.741 7.347 18.291
sigma_lambda_H[2] 8.687 4.834 0.918 8.102 18.547
sigma_lambda_H[3] 6.265 3.989 0.972 5.464 16.124
beta_H[1,1] 6.498 1.316 3.143 6.732 8.458
beta_H[2,1] 9.758 0.610 8.421 9.783 10.900
beta_H[3,1] 7.821 0.767 6.012 7.904 9.078
beta_H[4,1] 10.525 7.734 -5.283 10.658 25.071
beta_H[5,1] -0.305 2.541 -5.828 -0.166 3.873
beta_H[6,1] 3.535 4.125 -7.008 5.020 8.203
beta_H[7,1] 1.106 5.639 -10.571 1.479 11.320
beta_H[8,1] 1.266 3.533 -2.583 1.220 3.529
beta_H[9,1] 13.575 5.673 2.790 13.373 25.328
beta_H[10,1] 6.852 1.840 3.179 6.898 10.575
beta_H[11,1] 4.863 3.571 -3.081 5.502 9.942
beta_H[12,1] 2.617 1.110 0.685 2.553 5.049
beta_H[13,1] 9.079 0.868 7.191 9.140 10.570
beta_H[14,1] 2.134 1.009 0.112 2.134 4.239
beta_H[15,1] -7.027 3.355 -13.121 -7.186 -0.006
beta_H[16,1] 3.993 3.058 -0.797 3.527 11.141
beta_H[1,2] 7.786 0.270 7.260 7.793 8.308
beta_H[2,2] 9.881 0.162 9.541 9.883 10.187
beta_H[3,2] 8.783 0.196 8.401 8.783 9.172
beta_H[4,2] 3.020 1.463 0.288 3.012 5.987
beta_H[5,2] 1.767 0.985 -0.132 1.768 3.746
beta_H[6,2] 6.120 1.099 3.557 6.289 7.875
beta_H[7,2] 2.421 1.039 0.551 2.351 4.730
beta_H[8,2] 3.034 1.041 1.335 3.166 4.268
beta_H[9,2] 3.182 1.088 1.104 3.182 5.308
beta_H[10,2] 8.030 0.365 7.286 8.044 8.733
beta_H[11,2] 9.828 0.645 8.843 9.721 11.270
beta_H[12,2] 3.930 0.362 3.257 3.926 4.678
beta_H[13,2] 9.155 0.236 8.705 9.151 9.625
beta_H[14,2] 4.014 0.343 3.348 4.014 4.695
beta_H[15,2] 11.546 0.609 10.286 11.587 12.693
beta_H[16,2] 4.487 0.829 2.978 4.474 6.169
beta_H[1,3] 8.438 0.259 7.959 8.438 8.949
beta_H[2,3] 9.860 0.147 9.575 9.858 10.156
beta_H[3,3] 9.460 0.165 9.150 9.454 9.793
beta_H[4,3] -2.163 0.863 -3.853 -2.149 -0.506
beta_H[5,3] 3.888 0.605 2.623 3.892 5.105
beta_H[6,3] 8.271 1.135 6.725 7.930 10.748
beta_H[7,3] -2.568 0.616 -3.812 -2.567 -1.345
beta_H[8,3] 5.289 0.482 4.697 5.225 6.287
beta_H[9,3] -2.709 0.696 -4.081 -2.717 -1.379
beta_H[10,3] 8.543 0.286 7.990 8.539 9.124
beta_H[11,3] 8.505 0.296 7.872 8.529 9.026
beta_H[12,3] 5.264 0.326 4.492 5.307 5.804
beta_H[13,3] 8.863 0.174 8.502 8.864 9.198
beta_H[14,3] 5.791 0.264 5.224 5.814 6.262
beta_H[15,3] 10.284 0.295 9.714 10.275 10.884
beta_H[16,3] 5.885 0.612 4.666 5.901 6.986
beta_H[1,4] 8.089 0.186 7.697 8.099 8.431
beta_H[2,4] 9.850 0.128 9.593 9.853 10.097
beta_H[3,4] 9.947 0.154 9.622 9.960 10.223
beta_H[4,4] 11.795 0.467 10.892 11.805 12.697
beta_H[5,4] 5.591 0.734 4.371 5.517 7.246
beta_H[6,4] 7.259 0.909 5.306 7.533 8.518
beta_H[7,4] 8.537 0.338 7.835 8.543 9.173
beta_H[8,4] 6.728 0.247 6.257 6.739 7.160
beta_H[9,4] 7.423 0.443 6.547 7.421 8.299
beta_H[10,4] 7.532 0.233 7.079 7.525 7.980
beta_H[11,4] 9.508 0.197 9.126 9.509 9.905
beta_H[12,4] 7.247 0.199 6.865 7.241 7.674
beta_H[13,4] 9.063 0.141 8.773 9.067 9.329
beta_H[14,4] 7.838 0.211 7.431 7.836 8.265
beta_H[15,4] 9.474 0.221 9.040 9.475 9.897
beta_H[16,4] 9.444 0.246 8.982 9.433 9.943
beta_H[1,5] 8.896 0.150 8.589 8.901 9.182
beta_H[2,5] 10.677 0.099 10.495 10.675 10.881
beta_H[3,5] 10.752 0.160 10.463 10.743 11.081
beta_H[4,5] 8.355 0.486 7.432 8.353 9.371
beta_H[5,5] 5.201 0.611 3.706 5.269 6.198
beta_H[6,5] 8.893 0.609 7.954 8.766 10.275
beta_H[7,5] 6.571 0.338 5.943 6.566 7.259
beta_H[8,5] 8.247 0.206 7.909 8.234 8.666
beta_H[9,5] 8.203 0.448 7.312 8.212 9.078
beta_H[10,5] 10.044 0.230 9.583 10.045 10.497
beta_H[11,5] 11.596 0.224 11.152 11.599 12.076
beta_H[12,5] 8.604 0.189 8.231 8.602 8.991
beta_H[13,5] 10.140 0.133 9.890 10.139 10.407
beta_H[14,5] 9.243 0.217 8.836 9.231 9.703
beta_H[15,5] 11.318 0.234 10.831 11.328 11.773
beta_H[16,5] 9.844 0.185 9.468 9.846 10.198
beta_H[1,6] 10.124 0.245 9.730 10.085 10.737
beta_H[2,6] 11.470 0.114 11.247 11.469 11.703
beta_H[3,6] 10.623 0.155 10.297 10.629 10.902
beta_H[4,6] 12.880 0.874 11.131 12.894 14.598
beta_H[5,6] 5.676 0.641 4.566 5.639 6.981
beta_H[6,6] 8.756 0.550 7.564 8.795 9.749
beta_H[7,6] 10.563 0.586 9.393 10.562 11.692
beta_H[8,6] 9.525 0.255 9.051 9.537 9.953
beta_H[9,6] 8.289 0.753 6.814 8.293 9.758
beta_H[10,6] 9.149 0.351 8.379 9.171 9.769
beta_H[11,6] 10.680 0.372 9.894 10.712 11.333
beta_H[12,6] 9.372 0.240 8.926 9.362 9.891
beta_H[13,6] 11.089 0.154 10.793 11.089 11.393
beta_H[14,6] 9.910 0.277 9.350 9.914 10.452
beta_H[15,6] 10.542 0.414 9.721 10.535 11.356
beta_H[16,6] 10.597 0.258 10.065 10.612 11.089
beta_H[1,7] 10.137 1.269 6.814 10.456 11.854
beta_H[2,7] 12.110 0.510 11.022 12.131 13.053
beta_H[3,7] 10.301 0.661 8.844 10.362 11.403
beta_H[4,7] 1.607 4.532 -7.395 1.598 10.807
beta_H[5,7] 5.788 2.018 1.855 5.840 9.564
beta_H[6,7] 7.294 3.126 -0.761 8.540 10.685
beta_H[7,7] 7.570 2.931 1.915 7.580 13.240
beta_H[8,7] 10.834 0.968 9.121 10.835 12.385
beta_H[9,7] 5.023 3.971 -2.758 5.066 12.949
beta_H[10,7] 10.043 1.638 7.204 9.876 13.670
beta_H[11,7] 11.448 1.855 8.369 11.254 15.524
beta_H[12,7] 9.778 0.960 7.617 9.870 11.414
beta_H[13,7] 11.697 0.703 10.084 11.780 12.871
beta_H[14,7] 10.636 0.899 8.790 10.680 12.349
beta_H[15,7] 14.017 2.183 9.723 14.004 18.333
beta_H[16,7] 12.901 1.401 10.468 12.769 16.087
beta0_H[1] 8.208 18.088 -30.741 8.610 42.072
beta0_H[2] 10.511 7.902 -5.449 10.644 26.201
beta0_H[3] 9.626 10.125 -13.096 9.657 31.366
beta0_H[4] 13.622 187.432 -352.652 10.673 390.082
beta0_H[5] 4.487 27.679 -45.334 4.235 59.556
beta0_H[6] 8.123 46.508 -94.447 7.813 113.526
beta0_H[7] 2.820 142.344 -281.301 1.931 292.870
beta0_H[8] 6.909 27.094 -15.989 6.544 31.560
beta0_H[9] 5.164 116.610 -228.979 3.754 246.018
beta0_H[10] 9.154 37.446 -68.164 9.018 86.592
beta0_H[11] 10.188 52.048 -102.844 9.255 115.815
beta0_H[12] 6.879 12.263 -17.758 6.642 33.081
beta0_H[13] 9.808 10.066 -11.011 9.845 29.933
beta0_H[14] 7.347 11.473 -15.139 7.337 31.096
beta0_H[15] 8.051 118.867 -236.060 6.648 251.036
beta0_H[16] 7.564 32.887 -62.094 7.627 76.032